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ResearchFormerly WizWand

WSI-level retrieval on Private-CRC internal (test)

70Macro F1PLIP
48.1653.8359.565.17Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PLIPPre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1170
MoCoV2-ResNet50Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1166
MuDiPath-DenseNet-101Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1166
PathDino-512Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Resolution=512, Majority Vote Top-k=MV@52023.1166
Barlow-Twins-ResNet50Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1165
BiomedCLIPPre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1165
EfficientNet-b5Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1164
iBOT-PathPre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1164
DinoSSLPathology-8Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1164
ResNet50Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1163
ConvNext-xlargePre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1163
KimiaNetPre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1163
DinoV1-ViT-s16Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1161
DinoV1-ViT-b16Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1161
CLIP - ViT-B/16Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1160
EfficientNet-b3-288Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Resolution=288, Majority Vote Top-k=MV@52023.1159
DinoV2-ViT-b14Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1159
PathDino-224Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Resolution=224, Majority Vote Top-k=MV@52023.1158
ConvNext-b-224Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Resolution=224, Majority Vote Top-k=MV@52023.1157
MuDiPath-ResNet50Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1157
HIPT-ViT-s16Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1156
ViT-b16-224Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Resolution=224, Majority Vote Top-k=MV@52023.1153
DenseNet121Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1149